{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Anomaly Detection With Discord Discovery\n",
    "\n",
    "<strong>Author:</strong> Tyler Marrs<br />\n",
    "<strong>Date:</strong> January 18th 2019\n",
    "\n",
    "This notebook shows how you can find discords within a matrix profile using a <a href=\"https://www.kaggle.com/boltzmannbrain/nab\">NAB dataset</a>. We will be working with the NYC Taxi dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Overview\n",
    "\n",
    "The data consists of the number of taxi passengers from 2014-07-01 to 2015-01-31. There are 5 known anomalies during these periods:\n",
    "\n",
    "* NYC Marathon - 2014-11-02\n",
    "* Thanksgiving - 2014-11-27\n",
    "* Christmas - 2014-12-25\n",
    "* New Years - 2015-01-01\n",
    "* Snow Blizzard - 2015-01-26 and 2015-01-27\n",
    "\n",
    "I will see how close the anomaly detection is using matrix profiles."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matrixprofile import *\n",
    "from matrixprofile.discords import discords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('/home/tyler/data/nab/realKnownCause/realKnownCause/nyc_taxi.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['timestamp'] = pd.to_datetime(df['timestamp'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.set_index('timestamp').sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>timestamp</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2014-07-01 00:00:00</th>\n",
       "      <td>10844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-07-01 00:30:00</th>\n",
       "      <td>8127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-07-01 01:00:00</th>\n",
       "      <td>6210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-07-01 01:30:00</th>\n",
       "      <td>4656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-07-01 02:00:00</th>\n",
       "      <td>3820</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     value\n",
       "timestamp                 \n",
       "2014-07-01 00:00:00  10844\n",
       "2014-07-01 00:30:00   8127\n",
       "2014-07-01 01:00:00   6210\n",
       "2014-07-01 01:30:00   4656\n",
       "2014-07-01 02:00:00   3820"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Resample Hourly\n",
    "\n",
    "Originally the dataset is within 30 minute increments."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.resample('1H').sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>timestamp</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2014-07-01 00:00:00</th>\n",
       "      <td>18971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-07-01 01:00:00</th>\n",
       "      <td>10866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-07-01 02:00:00</th>\n",
       "      <td>6693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-07-01 03:00:00</th>\n",
       "      <td>4433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-07-01 04:00:00</th>\n",
       "      <td>4379</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     value\n",
       "timestamp                 \n",
       "2014-07-01 00:00:00  18971\n",
       "2014-07-01 01:00:00  10866\n",
       "2014-07-01 02:00:00   6693\n",
       "2014-07-01 03:00:00   4433\n",
       "2014-07-01 04:00:00   4379"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = df.values.squeeze()\n",
    "\n",
    "# subsequence length to compute the matrix profile\n",
    "# since we have hourly measurements and want to find daily events,\n",
    "# we will create a length of 24 - number of hours in a day\n",
    "m = 24\n",
    "profile = matrixProfile.stomp(a,m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['profile'] = np.append(profile[0],np.zeros(m-1)+np.nan)\n",
    "df['profile_index'] = np.append(profile[1], np.zeros(m - 1) + np.nan)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot Matrix Profile\n",
    "\n",
    "Below is a plot of the hourly data and the matrix profile. Visually, you can see both motifs and discords. We are interested in finding the discords which are high peaks in the plot. A couple of periods jump out that seem close to Thanksgiving and the snow storm."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plot the signal data\n",
    "fig, (ax1, ax2) = plt.subplots(2,1,sharex=True,figsize=(15,10))\n",
    "df['value'].plot(ax=ax1, title='Raw Data')\n",
    "\n",
    "#Plot the Matrix Profile\n",
    "df['profile'].plot(ax=ax2, c='r', title='Matrix Profile')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# exclude up to a day on the left and right side\n",
    "ex_zone = 24\n",
    "\n",
    "# we look for the 5 events specified in the data explaination\n",
    "anoms = discords(df['profile'], ex_zone, k=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>value</th>\n",
       "      <th>profile</th>\n",
       "      <th>profile_index</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>timestamp</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015-01-27 09:00:00</th>\n",
       "      <td>3874</td>\n",
       "      <td>3.275818</td>\n",
       "      <td>129.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-02 00:00:00</th>\n",
       "      <td>48219</td>\n",
       "      <td>2.468237</td>\n",
       "      <td>2304.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-25 20:00:00</th>\n",
       "      <td>29503</td>\n",
       "      <td>2.094151</td>\n",
       "      <td>4824.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-31 23:00:00</th>\n",
       "      <td>35978</td>\n",
       "      <td>1.803195</td>\n",
       "      <td>4653.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-24 00:00:00</th>\n",
       "      <td>20646</td>\n",
       "      <td>1.581157</td>\n",
       "      <td>1466.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     value   profile  profile_index\n",
       "timestamp                                          \n",
       "2015-01-27 09:00:00   3874  3.275818          129.0\n",
       "2014-11-02 00:00:00  48219  2.468237         2304.0\n",
       "2015-01-25 20:00:00  29503  2.094151         4824.0\n",
       "2014-12-31 23:00:00  35978  1.803195         4653.0\n",
       "2014-12-24 00:00:00  20646  1.581157         1466.0"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[anoms]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that the anomalies match up with the top 5 discords from the matrix profile."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
